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Xin Jia

4 accepted papers

2025

CritiPrefill: A Segment-wise Criticality-based Approach for Prefilling Acceleration in LLMs

ICASSP 2025accepted

Large language models have achieved notable success across various domains, yet efficient inference is still limited by the quadratic computation complexity of the attention mechanism. The inference consists of prefilling and decoding phases. Although several attempts have been made to accelerate de…

Cited by 0SourceScholar
2022

Enhancing Pre-trained Models with Text Structure Knowledge for Question Generation

COLING 2022main

Today the pre-trained language models achieve great success for question generation (QG) task and significantly outperform traditional sequence-to-sequence approaches. However, the pre-trained models treat the input passage as a flat sequence and are thus not aware of the text structure of input pas…

2021

Asking Questions Like Educational Experts: Automatically Generating Question-Answer Pairs on Real-World Examination Data

EMNLP 2021main

Generating high quality question-answer pairs is a hard but meaningful task. Although previous works have achieved great results on answer-aware question generation, it is difficult to apply them into practical application in the education field. This paper for the first time addresses the question-…